{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from utils import *\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
    "from models.rendering import *\n",
    "from models.nerf import *\n",
    "\n",
    "import metrics\n",
    "\n",
    "from datasets import dataset_dict\n",
    "from datasets.llff import *\n",
    "\n",
    "torch.backends.cudnn.benchmark = True\n",
    "\n",
    "img_wh = (400, 400)\n",
    "\n",
    "# dataset = dataset_dict['llff'] \\\n",
    "#           ('/home/ubuntu/data/nerf_example_data/my/silica4/', 'test_train', spheric_poses=True,\n",
    "#            img_wh=img_wh)\n",
    "\n",
    "dataset = dataset_dict['blender'] \\\n",
    "          ('/home/ubuntu/data/nerf_example_data/nerf_synthetic/lego/', 'test',\n",
    "           img_wh=img_wh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_xyz = Embedding(3, 10)\n",
    "embedding_dir = Embedding(3, 4)\n",
    "\n",
    "nerf_coarse = NeRF()\n",
    "nerf_fine = NeRF()\n",
    "\n",
    "ckpt_path = 'ckpts/exp2/epoch=05.ckpt'\n",
    "# ckpt_path = 'ckpts/fern/epoch=29.ckpt'\n",
    "# ckpt_path = 'ckpts/silica3_3/epoch=29.ckpt'\n",
    "\n",
    "load_ckpt(nerf_coarse, ckpt_path, model_name='nerf_coarse')\n",
    "load_ckpt(nerf_fine, ckpt_path, model_name='nerf_fine')\n",
    "\n",
    "nerf_coarse.cuda().eval()\n",
    "nerf_fine.cuda().eval();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = [nerf_coarse, nerf_fine]\n",
    "embeddings = [embedding_xyz, embedding_dir]\n",
    "\n",
    "N_samples = 64\n",
    "N_importance = 64\n",
    "use_disp = False\n",
    "chunk = 1024*32*4\n",
    "\n",
    "@torch.no_grad()\n",
    "def f(rays):\n",
    "    \"\"\"Do batched inference on rays using chunk.\"\"\"\n",
    "    B = rays.shape[0]\n",
    "    results = defaultdict(list)\n",
    "    for i in range(0, B, chunk):\n",
    "        rendered_ray_chunks = \\\n",
    "            render_rays(models,\n",
    "                        embeddings,\n",
    "                        rays[i:i+chunk],\n",
    "                        N_samples,\n",
    "                        use_disp,\n",
    "                        0,\n",
    "                        0,\n",
    "                        N_importance,\n",
    "                        chunk,\n",
    "                        dataset.white_back,\n",
    "                        test_time=True)\n",
    "\n",
    "        for k, v in rendered_ray_chunks.items():\n",
    "            results[k] += [v]\n",
    "\n",
    "    for k, v in results.items():\n",
    "        results[k] = torch.cat(v, 0)\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.584803342819214\n"
     ]
    }
   ],
   "source": [
    "sample = dataset[0]\n",
    "rays = sample['rays'].cuda()\n",
    "\n",
    "t = time.time()\n",
    "results = f(rays)\n",
    "torch.cuda.synchronize()\n",
    "print(time.time()-t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PSNR 30.651721954345703\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_gt = sample['rgbs'].view(img_wh[1], img_wh[0], 3)\n",
    "img_pred = results['rgb_fine'].view(img_wh[1], img_wh[0], 3).cpu().numpy()\n",
    "alpha_pred = results['opacity_fine'].view(img_wh[1], img_wh[0]).cpu().numpy()\n",
    "depth_pred = results['depth_fine'].view(img_wh[1], img_wh[0])\n",
    "\n",
    "print('PSNR', metrics.psnr(img_gt, img_pred).item())\n",
    "\n",
    "plt.subplots(figsize=(15, 8))\n",
    "plt.tight_layout()\n",
    "plt.subplot(221)\n",
    "plt.title('GT')\n",
    "plt.imshow(img_gt)\n",
    "plt.subplot(222)\n",
    "plt.title('pred')\n",
    "plt.imshow(img_pred)\n",
    "plt.subplot(223)\n",
    "plt.title('depth')\n",
    "plt.imshow(visualize_depth(depth_pred).permute(1,2,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nerf_pl",
   "language": "python",
   "name": "nerf_pl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
